IDEAS home Printed from https://ideas.repec.org/a/eee/riibaf/v31y2014icp57-73.html
   My bibliography  Save this article

The timing ability and global performance of Tunisian mutual fund managers: A multivariate GARCH approach

Author

Listed:
  • Oueslati, Abdelmonem
  • Hammami, Yacine
  • Jilani, Faouzi

Abstract

It is well-established in the financial literature that the global performance of mutual fund managers is the result of two skills: selectivity and market timing. This paper examines whether the multivariate Generalized Autoregressive Conditional Heteroskedasticity (GARCH) approach improves our perception of the global performance of fund managers compared with the unconditional approach and the conditional approach based on instruments. We find strong evidence that the multivariate GARCH method makes mutual fund performance looks better relative to the existent approaches, but this improvement in the global performance does not mean necessarily that mutual funds outperform traditional benchmarks. Indeed, mixed mutual funds yield neutral performance relative to benchmarks, whereas bond mutual funds generate significant positive global coefficients. The strong performance of bond fund managers comes from their ability to pick profitable bonds, not from their ability to time the market. Also, the empirical tests highlight that the best (worst) bond funds in the past remain at the top (bottom) of the ranking in the following years. These findings suggest that the Tunisian bond market presents strong opportunities for sophisticated investors.

Suggested Citation

  • Oueslati, Abdelmonem & Hammami, Yacine & Jilani, Faouzi, 2014. "The timing ability and global performance of Tunisian mutual fund managers: A multivariate GARCH approach," Research in International Business and Finance, Elsevier, vol. 31(C), pages 57-73.
  • Handle: RePEc:eee:riibaf:v:31:y:2014:i:c:p:57-73
    DOI: 10.1016/j.ribaf.2013.11.003
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0275531913000755
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.ribaf.2013.11.003?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Michael C. Jensen, 1968. "The Performance Of Mutual Funds In The Period 1945–1964," Journal of Finance, American Finance Association, vol. 23(2), pages 389-416, May.
    2. Engle, Robert F. & Kroner, Kenneth F., 1995. "Multivariate Simultaneous Generalized ARCH," Econometric Theory, Cambridge University Press, vol. 11(1), pages 122-150, February.
    3. Eugene F. Fama & Kenneth R. French, 2008. "Dissecting Anomalies," Journal of Finance, American Finance Association, vol. 63(4), pages 1653-1678, August.
    4. Bialkowski, Jedrzej & Otten, Roger, 2011. "Emerging market mutual fund performance: Evidence for Poland," The North American Journal of Economics and Finance, Elsevier, vol. 22(2), pages 118-130, August.
    5. Pastor, Lubos & Stambaugh, Robert F., 2003. "Liquidity Risk and Expected Stock Returns," Journal of Political Economy, University of Chicago Press, vol. 111(3), pages 642-685, June.
    6. Glode, Vincent, 2011. "Why mutual funds "underperform"," Journal of Financial Economics, Elsevier, vol. 99(3), pages 546-559, March.
    7. Hammami Yacine & Jilani Faouzi, 2011. "Testing Factor Pricing Models in Tunisia: Macroeconomic Factors vs. Fundamental Factors," Review of Middle East Economics and Finance, De Gruyter, vol. 7(2), pages 1-22, September.
    8. Bollerslev, Tim, 1986. "Generalized autoregressive conditional heteroskedasticity," Journal of Econometrics, Elsevier, vol. 31(3), pages 307-327, April.
    9. Babalos, Vassilios & Kostakis, Alexandros & Philippas, Nikolaos, 2009. "Managing mutual funds or managing expense ratios? Evidence from the Greek fund industry," Journal of Multinational Financial Management, Elsevier, vol. 19(4), pages 256-272, October.
    10. Keith Cuthbertson & Dirk Nitzsche & Niall O'Sullivan, 2010. "The Market Timing Ability of UK Mutual Funds," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 37(1-2), pages 270-289.
    11. Coggin, T Daniel & Fabozzi, Frank J & Rahman, Shafiqur, 1993. "The Investment Performance of U.S. Equity Pension Fund Managers: An Empirical Investigation," Journal of Finance, American Finance Association, vol. 48(3), pages 1039-1055, July.
    12. Ferson, Wayne E. & Sarkissian, Sergei & Simin, Timothy, 2008. "Asset Pricing Models with Conditional Betas and Alphas: The Effects of Data Snooping and Spurious Regression," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 43(2), pages 331-353, June.
    13. Henriksson, Roy D, 1984. "Market Timing and Mutual Fund Performance: An Empirical Investigation," The Journal of Business, University of Chicago Press, vol. 57(1), pages 73-96, January.
    14. Eugene F. Fama & Kenneth R. French, 2010. "Luck versus Skill in the Cross‐Section of Mutual Fund Returns," Journal of Finance, American Finance Association, vol. 65(5), pages 1915-1947, October.
    15. Getmansky, Mila & Lo, Andrew W. & Makarov, Igor, 2004. "An econometric model of serial correlation and illiquidity in hedge fund returns," Journal of Financial Economics, Elsevier, vol. 74(3), pages 529-609, December.
    16. Romacho, Joao Carlos & Cortez, Maria Ceu, 2006. "Timing and selectivity in Portuguese mutual fund performance," Research in International Business and Finance, Elsevier, vol. 20(3), pages 348-368, September.
    17. Grinblatt, Mark & Titman, Sheridan, 1994. "A Study of Monthly Mutual Fund Returns and Performance Evaluation Techniques," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 29(3), pages 419-444, September.
    18. Glassman, Debra A. & Riddick, Leigh A., 2006. "Market timing by global fund managers," Journal of International Money and Finance, Elsevier, vol. 25(7), pages 1029-1050, November.
    19. Robert Kosowski, 2011. "Do Mutual Funds Perform When It Matters Most to Investors? US Mutual Fund Performance and Risk in Recessions and Expansions," Quarterly Journal of Finance (QJF), World Scientific Publishing Co. Pte. Ltd., vol. 1(03), pages 607-664.
    20. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    21. Hammami, Yacine & Jilani, Faouzi & Oueslati, Abdelmonem, 2013. "Mutual fund performance in Tunisia: A multivariate GARCH approach," Research in International Business and Finance, Elsevier, vol. 29(C), pages 35-51.
    22. Fama, Eugene F, 1972. "Components of Investment Performance," Journal of Finance, American Finance Association, vol. 27(3), pages 551-567, June.
    23. Ferson, Wayne E & Schadt, Rudi W, 1996. "Measuring Fund Strategy and Performance in Changing Economic Conditions," Journal of Finance, American Finance Association, vol. 51(2), pages 425-461, June.
    24. Fama, Eugene F. & French, Kenneth R., 1993. "Common risk factors in the returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 33(1), pages 3-56, February.
    25. Frank Coggins & Marie‐Claude Beaulieu & Michel Gendron, 2009. "Mutual Fund Daily Conditional Performance," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 32(2), pages 95-122, June.
    26. Keith Cuthbertson & Dirk Nitzsche & Niall O'Sullivan, 2010. "The Market Timing Ability of UK Mutual Funds," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 37(1‐2), pages 270-289, January.
    27. Hendricks, Darryll & Patel, Jayendu & Zeckhauser, Richard, 1993. "Hot Hands in Mutual Funds: Short-Run Persistence of Relative Performance, 1974-1988," Journal of Finance, American Finance Association, vol. 48(1), pages 93-130, March.
    28. Elton, Edwin J & Gruber, Martin J & Blake, Christopher R, 1996. "The Persistence of Risk-Adjusted Mutual Fund Performance," The Journal of Business, University of Chicago Press, vol. 69(2), pages 133-157, April.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Babalos, Vassilios & Caporale, Guglielmo Maria & Philippas, Nikolaos, 2015. "Gender, style diversity, and their effect on fund performance," Research in International Business and Finance, Elsevier, vol. 35(C), pages 57-74.
    2. Hammami, Yacine & Bahri, Maha, 2016. "On the determinants of expected corporate bond returns in Tunisia," Research in International Business and Finance, Elsevier, vol. 38(C), pages 224-235.
    3. Chen, XiaoHua & Lai, Yun-Ju, 2015. "On the concentration of mutual fund portfolio holdings: Evidence from Taiwan," Research in International Business and Finance, Elsevier, vol. 33(C), pages 268-286.
    4. Leonardo Badea & Daniel Ştefan Armeanu & Iulian Panait & Ştefan Cristian Gherghina, 2019. "A Markov Regime Switching Approach towards Assessing Resilience of Romanian Collective Investment Undertakings," Sustainability, MDPI, vol. 11(5), pages 1-24, March.
    5. Venanzi, Daniela, 2016. "The performance of the Italian mutual funds: Does the metric matter?," Research in International Business and Finance, Elsevier, vol. 37(C), pages 406-421.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Hammami, Yacine & Jilani, Faouzi & Oueslati, Abdelmonem, 2013. "Mutual fund performance in Tunisia: A multivariate GARCH approach," Research in International Business and Finance, Elsevier, vol. 29(C), pages 35-51.
    2. Massimiliano Caporin & Grégory M. Jannin & Francesco Lisi & Bertrand B. Maillet, 2014. "A Survey On The Four Families Of Performance Measures," Journal of Economic Surveys, Wiley Blackwell, vol. 28(5), pages 917-942, December.
    3. Shafiqur Rahman & Cheng-Few Lee & Yaqing Xiao, 2017. "The investment performance, attributes, and investment behavior of ethical equity mutual funds in the US: an empirical investigation," Review of Quantitative Finance and Accounting, Springer, vol. 49(1), pages 91-116, July.
    4. Ferson, Wayne E., 2013. "Investment Performance: A Review and Synthesis," Handbook of the Economics of Finance, in: G.M. Constantinides & M. Harris & R. M. Stulz (ed.), Handbook of the Economics of Finance, volume 2, chapter 0, pages 969-1010, Elsevier.
    5. Olbryś Joanna, 2012. "Arch Effects in Multifactor Market-Timing Models of Polish Mutual Funds," Folia Oeconomica Stetinensia, Sciendo, vol. 10(2), pages 60-80, January.
    6. Chen, Li-Wen & Adams, Andrew & Taffler, Richard, 2013. "What style-timing skills do mutual fund “stars” possess?," Journal of Empirical Finance, Elsevier, vol. 21(C), pages 156-173.
    7. Anjum, Sohail & Qayyum, Unbreen & Qureshi, Madeeha Gohar, 2019. "Aggregate performance evaluation of US Equity Mutual Funds - Explaining the performance of Growth Funds vs. Value Funds," MPRA Paper 100043, University Library of Munich, Germany.
    8. Elton, Edwin J. & Gruber, Martin J., 2013. "Mutual Funds," Handbook of the Economics of Finance, in: G.M. Constantinides & M. Harris & R. M. Stulz (ed.), Handbook of the Economics of Finance, volume 2, chapter 0, pages 1011-1061, Elsevier.
    9. Basu, Anup K. & Huang-Jones, Jason, 2015. "The performance of diversified emerging market equity funds," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 35(C), pages 116-131.
    10. Fadillah Mansor & M. Ishaq Bhatti & Shafiqur Rahman & Hung Quang Do, 2020. "The Investment Performance of Ethical Equity Funds in Malaysia," JRFM, MDPI, vol. 13(9), pages 1-14, September.
    11. Bangassa, Kenbata & Su, Chen & Joseph, Nathan L., 2012. "Selectivity and timing performance of UK investment trusts," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 22(5), pages 1149-1175.
    12. Omneya Abdelsalam & Meryem Duygun & Juan Carlos Matallín-Sáez & Emili Tortosa-Ausina, 2014. "Is Ethical Money Sensitive to Past Returns? The Case of Portfolio Constraints and Persistence of Islamic and Socially Responsible Funds," Working Papers 2014/19, Economics Department, Universitat Jaume I, Castellón (Spain).
    13. Dong‐Hyun Ahn & H. Henry Cao & Stéphane Chrétien, 2009. "Portfolio Performance Measurement: a No Arbitrage Bounds Approach," European Financial Management, European Financial Management Association, vol. 15(2), pages 298-339, March.
    14. Andreu, Laura & Matallín-Sáez, Juan Carlos & Sarto, José Luis, 2018. "Mutual fund performance attribution and market timing using portfolio holdings," International Review of Economics & Finance, Elsevier, vol. 57(C), pages 353-370.
    15. Alda, Mercedes & Andreu, Laura & Sarto, José Luis, 2017. "Learning about individual managers’ performance in UK pension funds: The importance of specialization," The North American Journal of Economics and Finance, Elsevier, vol. 42(C), pages 654-667.
    16. Mamatzakis, Emmanuel & Xu, Bingrun, 2016. "Managerial attributes and equity mutual fund performance: evidence from china," MPRA Paper 76139, University Library of Munich, Germany.
    17. Ľuboš Pástor & Robert F. Stambaugh & Lucian A. Taylor, 2017. "Do Funds Make More When They Trade More?," Journal of Finance, American Finance Association, vol. 72(4), pages 1483-1528, August.
    18. Omneya Abdelsalam & Meryem Duygun & Juan Carlos Matallín-Sáez & Emili Tortosa-Ausina, 2017. "Is Ethical Money Sensitive to Past Returns? The Case of Portfolio Constraints and Persistence in Islamic Funds," Journal of Financial Services Research, Springer;Western Finance Association, vol. 51(3), pages 363-384, June.
    19. Mamatzakis, E & Babalos, Vassilios & filipas, n, 2013. "Fund Performance Evaluation in Greece Revisited: Evidence from the Impact of Operational Attributes," MPRA Paper 51640, University Library of Munich, Germany.
    20. Filip Dariusz & Rogala Tomasz, 2021. "Analysis of Polish mutual funds performance: a Markovian approach," Statistics in Transition New Series, Polish Statistical Association, vol. 22(1), pages 115-130, March.

    More about this item

    Keywords

    Mutual fund performance; Multivariate GARCH; Market timing; Selectivity; Conditional multifactor models;
    All these keywords.

    JEL classification:

    • C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes; State Space Models
    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • G23 - Financial Economics - - Financial Institutions and Services - - - Non-bank Financial Institutions; Financial Instruments; Institutional Investors
    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:riibaf:v:31:y:2014:i:c:p:57-73. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/ribaf .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.